{"id":"W4404042910","doi":"10.1017/cjn.2024.337","title":"Productivity Loss Associated with Disability from Migraine: A Canada-Wide Cross-Sectional Study","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Migraine and Headache Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care; University of British Columbia","funders":"","keywords":"Migraine; Cross-sectional study; Productivity; Medicine; Psychiatry; Economics; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001271093,0.0004121273,0.0005795355,0.001443376,0.002339438,0.001582162,0.001105045,0.0006595675,0.001635392],"category_scores_gemma":[0.002618976,0.0004571839,0.0007562069,0.004291507,0.000703146,0.0004606268,0.001167327,0.001199268,0.0002467722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01314328,"about_ca_system_score_gemma":0.01565839,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9694485,"about_ca_topic_score_gemma":0.9747648,"domain_scores_codex":[0.9987144,0.000123309,0.00009803112,0.0002209088,0.0004552061,0.000388217],"domain_scores_gemma":[0.9967809,0.0001636312,0.0007514726,0.0001316875,0.001362609,0.0008097091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004755267,0.00003685915,0.9977812,0.00003330988,0.00007737715,0.00004277698,0.0002723203,0.00002261303,0.00004807009,0.00002093107,0.0005832434,0.001033932],"study_design_scores_gemma":[0.000007036796,0.00002201512,0.9990501,0.00002711146,0.0000282615,0.00004686321,0.0004032879,0.00007118865,0.00000923552,0.000006056433,0.0003230732,0.000005776256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905182,0.001368727,0.0001371816,0.0003955646,0.00001931546,0.0001007386,0.006207083,0.000009890222,0.001243231],"genre_scores_gemma":[0.9960573,0.0008180491,0.0001769757,0.0002259339,0.00001252464,0.00004066184,0.00234173,0.00000404645,0.0003229023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03055149,"threshold_uncertainty_score":0.09536165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04123074906821882,"score_gpt":0.3042552330992999,"score_spread":0.263024484031081,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}